{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from architectures_28x28.KANConvs_MLP import *\n",
    "import matplotlib.pyplot as plt\n",
    "from architectures_28x28.KKAN import KKAN_Convolutional_Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_parameters(model):\n",
    "    return sum(p.numel() for p in model.parameters() if p.requires_grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_sizes(model):\n",
    "    grid5 = model(grid_size=5)\n",
    "    grid10 = model(grid_size=10)\n",
    "    grid15 = model(grid_size=15)\n",
    "\n",
    "    grid20= model(grid_size=20)\n",
    "    grids = [grid5,grid10,grid15,grid20]\n",
    "    grid_sizes = [5,10,15,20]\n",
    "    \n",
    "    params = [count_parameters(i) for i in grids]\n",
    "    plt.scatter(grid_sizes,params)\n",
    "    plt.xlabel(\"gridsize\")\n",
    "    plt.ylabel(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sizes(KANC_MLP)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sizes(KANC_MLP_new)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sizes(KKAN_Convolutional_Network)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from architectures_28x28.KKAN import *\n",
    "from architectures_28x28.conv_and_kan import*\n",
    "from architectures_28x28.KANConvs_MLP import *\n",
    "from architectures_28x28.KANConvs_MLP_2 import *\n",
    "from architectures_28x28.SimpleModels import *\n",
    "from evaluations import *\n",
    "from hiperparam_tuning import *\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = [KANC_MLP(grid_size=10), KANC_MLP_Medium(grid_size=10),KANC_MLP_Big(grid_size=10),KANC_MLP(grid_size=20), KANC_MLP_Medium(grid_size=20),KANC_MLP_Big(grid_size=20),\n",
    "          SimpleCNN(),MediumCNN(),CNN_Big(),CNN_more_convs(),KKAN_Convolutional_Network(grid_size=10),\n",
    "          KKAN_Small(grid_size=10),NormalConvsKAN(grid_size=10),NormalConvsKAN_Medium(grid_size=10),KKAN_Convolutional_Network(grid_size=20),\n",
    "          KKAN_Small(grid_size=20),NormalConvsKAN(grid_size=20),NormalConvsKAN_Medium(grid_size=20)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Collect names and parameter counts\n",
    "names = [m.name for m in models]\n",
    "param_counts = [count_parameters(m) for m in models]\n",
    "\n",
    "# Plot bar chart\n",
    "plt.figure(figsize=(18, 6))\n",
    "plt.bar(names, param_counts)\n",
    "plt.xticks(rotation=45, ha='right')  # Rotate labels for readability\n",
    "plt.ylabel(\"Parameter Count\")\n",
    "plt.title(\"Parameter Counts for Different Models\")\n",
    "plt.tight_layout()  # Adjust layout to fit everything\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
